{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- matplotlib: https://matplotlib.org/\n",
    "\n",
    "- Matplotlib是一个Python2D绘图库，它可以在各种平台上以各种硬拷贝格式和交互式环境生成出具有出版品质的图形。Matplotlib可用于Python脚本，Python和IPython shell,Jupyter笔记本，Web应用程序服务器和四个图形用户界面工具包。\n",
    "\n",
    "- Matplotlib试图让简单的事情变得更简单，让无法实现的事情变得可能实现。只需几行代码即可生成绘图，直方图，功率谱，条形图，错误图，散点图等。\n",
    "\n",
    "- Why Matplotlib?\n",
    "  - 可视化是在整个数据挖掘的关键辅助工具，可以清晰的理解数据，从而调整我们的分析方法。\n",
    "    - 能将数据进行可视化，更直观的呈现\n",
    "    - 使数据更加客观、更具说服力"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 数据可视化的开发工具\n",
    "    - 开源工具\n",
    "        - BirdEye:http://t.cn/zOEMqYo\n",
    "        - Flex:http://t.cn/zOEIsXK\n",
    "        - Axiis:http://t.cn/anAgpT\n",
    "        - JSCharts:http://t.cn/74IYE\n",
    "        - Google Chart APl:http://t.cn/zOEMf72\n",
    "        - DojoX Data:http://t.cn/zOEMil\n",
    "        - Degrafa:http://t.cn/zOEMaBz\n",
    "        - D3.js:https://github.com/d3/d3/wiki/Gallery.\n",
    "        - Highcharts:http://www.highcharts.com/http://www.hcharts.cn\n",
    "        - RGraph:http://www.rgraph.net\n",
    "        - ECharts:http://echarts.baidu.com/\n",
    "        - FusionCharts:http://www.fusioncharts.com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 常见图形种类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 对比分析：柱状图和直方图\n",
    "  - 直方图：由一系列高度不等的纵向条纹或线段表示数据分布的情况。一般用横轴表示数据范围，纵轴表示分布情况。\n",
    "    - 特点：绘制连续性的数据展示一组或者多组数据的分布状况（统计）\n",
    "- 趋势分析：折线图和面积图\n",
    "- 占比分析：饼图和环形图\n",
    "- 相关分析：气泡图和散点图 （展示离群点（分布规律））\n",
    "- 地理分布分析：地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 引入库 \n",
    "import matplotlib.pyplot as plt\n",
    "# jupyter 执行图片显示出来 \n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 折线图\n",
    "\n",
    "- `plt.plot(x,y)` \n",
    "- x: 横轴的数据,[] , y：纵轴的数据, []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,10,6],[6,5,8]) \n",
    "# jupyter 显示图片  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "x = range(0,100)\n",
    "y = [random.randint(10,50) for i in x]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### matplotlib 的图像结构\n",
    "![](https://tingwen-pic.oss-cn-beijing.aliyuncs.com/img/20220406233649.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 折线的颜色和形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(0,100)\n",
    "y = [random.randint(10,50) for i in x]\n",
    "\n",
    "plt.plot(x,y,color='#CC5803',alpha = 0.6, linewidth=3,linestyle='solid') \n",
    "# 颜色 color : #CC5803,  RGB  255,192,203\n",
    "#                        RED 256  GREEN 256 BLUE 256\n",
    "# 透明度 alpha 0-1   0完全透明, 1完全不透明 \n",
    "# 线条宽度 linewidth \n",
    "# 线条样式 linestyle = \n",
    "# -      实线(solid)\n",
    "# --     短线(dashed)\n",
    "# -.     短点相间线(dashdot)\n",
    "# ：    虚点线(dotted)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 折点\n",
    "\n",
    "- 折点样式 `marker` \n",
    "- 折点大小 `markersize`\n",
    "- 折点中心颜色 `markerfacecolor`\n",
    "- 折点边缘宽度 `markeredgewidth`\n",
    "- 折点边缘颜色 `markeredgecolor`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1,8)\n",
    "y = [10,19,15,13,11,20,25]\n",
    "\n",
    "plt.plot(x,y,marker ='v',markersize = 10,markerfacecolor = 'red',markeredgewidth = 3,markeredgecolor = \"orange\") \n",
    "\n",
    "# zip(lista,listb) 打包列表 \n",
    "for a,b in zip(x,y):\n",
    "#     print(a,b)\n",
    "    # a,b坐标位置\n",
    "    # (a,b) 显示样式\n",
    "    # ha 水平对齐\n",
    "    # va 垂直对齐 \n",
    "    plt.text(a,b,(a,b),ha='left',va='bottom',fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 折点形状选择：\n",
    "\n",
    "|character|description|\n",
    "|:--|:--|\n",
    "|'-' |solid line style|\n",
    "|'--'|dashed line style|\n",
    "|'-.'| dash-dot line style|\n",
    "|':'| dotted line style|\n",
    "|'.'|point marker|\n",
    "|','| pixel marker|\n",
    "|'o'| circle marker|\n",
    "|'v' |triangle_down marker|\n",
    "|'^'| triangle_up marker|\n",
    "|'<'| triangle left marker|\n",
    "|'>'|triangle right marker|\n",
    "|'1'| tri_down marker|\n",
    "|'2'| tri_up marker|\n",
    "|'3'| tri_left marker|\n",
    "|'4'| tri_right marker|\n",
    "|'s'| square marker|\n",
    "|'p' | pentagon marker|\n",
    "|'*'| star marker|\n",
    "|'h' | hexagon1 marker|\n",
    "|'H'| hexagon2 marker|\n",
    "|'+'| plus marker |\n",
    "|'x' | x marker|\n",
    "|'D' | diamond marker|\n",
    "|'d'| thin_diamond marker|\n",
    "|'|'| vline marker|\n",
    "|'_' | hline marker|\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置图片大小和保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "x = range(0,30) \n",
    "y = [random.randint(10,30) for i in x]\n",
    "\n",
    "# 画布对象\n",
    "# figsize(宽,高) , 单位为英寸\n",
    "# dpi: 指定绘图对象的分辨率，即每英寸多少个像素，缺省值为 80\n",
    "# 1英寸等于2.5cm, A4纸是21*30cm的纸张\n",
    "plt.figure(figsize=(16.18,10),dpi=80)\n",
    "plt.plot(x,y) \n",
    "figsize:指定figure的宽和高，；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为8g\n",
    "\n",
    "#根据画布对象\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "p1t.plot(×,y)#传入x和y,通过p1ot画图\n",
    "\n",
    "# 保存图片 \n",
    "# 先保存图片,后显示 \n",
    "# 注意：plt.show（）会释放figure资源，如果在显示图像之后保存图片将只能保存空图片\n",
    "plt.savefig('./first_try.png')\n",
    "#图片的格式也可以保存为sVg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "plt.savefig('./first_try.svg')\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### x轴与y轴的刻度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['10℃', '11℃', '12℃', '13℃', '14℃', '15℃', '16℃', '17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃', '27℃', '28℃', '29℃']\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "x = range(1,25) \n",
    "y = [random.randint(10,30) for i in x]\n",
    "\n",
    "# 画布对象\n",
    "# figsize(宽,高) \n",
    "# dpi 缺省值  80 \n",
    "plt.figure(figsize=(16.18,10),dpi=80)\n",
    "plt.plot(x,y) \n",
    "\n",
    "# 构造x轴刻度标签 \n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "# x轴刻度与标签对应\n",
    "# (x刻度,x标签) rotation = 45 旋转\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)] \n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置中文"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 查询当前系统所有字体\n",
    "from matplotlib.font_manager import FontManager\n",
    "import subprocess\n",
    "\n",
    "mpl_fonts = set(f.name for f in FontManager().ttflist)\n",
    "\n",
    "print('all font list get from matplotlib.font_manager:')\n",
    "for f in sorted(mpl_fonts):\n",
    "    print('\\t' + f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '每分钟心跳的次数')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "\n",
    "x = range(0,120) \n",
    "y = [random.randint(10,30) for i in range(0,120)] \n",
    "\n",
    "import matplotlib\n",
    "# 设置中文显示\n",
    "matplotlib.rc(\"font\",family='FangSong')\n",
    "# 消除更换为unicode字体之后0、负数之类的显示异常。\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "plt.figure(figsize=(16.18, 10),dpi=80) \n",
    "plt.plot(x,y) \n",
    "\n",
    "# 另一种方法：  \n",
    "#from matplotlib import font_manager \n",
    "# windows C:\\Windows\\Fonts \n",
    "# mac /System/Library/Fonts/PingFang.ttc  \n",
    "# my_font = font_manager.FontProperties(fname='/System/Library/Fonts/PingFang.ttc')\n",
    "# 标题\n",
    "plt.title('每分钟心跳次数',color = 'red',size=18) # ,fontproperties=my_font)\n",
    "# X轴\n",
    "plt.xlabel('时间')\n",
    "# y轴\n",
    "plt.ylabel('每分钟心跳的次数')\n",
    "\n",
    "# 第三种方法\n",
    "# from matplotlib import pyplot as plt\n",
    "# plt.rcParams['font.sans-serif']=['SimHei']#用来正常显示中文标签\n",
    "# plt.rcParams['axes.unicode_minus']=False#用来正常显示负号\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random \n",
    "\n",
    "x = range(0,120) \n",
    "y = [random.randint(10,30) for i in range(0,120)] \n",
    "# print(y)\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y) \n",
    "# 字体\n",
    "plt.rcParams['font.family'] = ['sans-serif'] \n",
    "plt.rcParams['font.sans-serif'] = 'Arial Unicode MS'\n",
    "plt.title('每分钟心跳次数')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一图多线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "import matplotlib\n",
    "# 设置中文显示\n",
    "matplotlib.rc(\"font\",family='FangSong')\n",
    "# 消除更换为unicode字体之后0、负数之类的显示异常。\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "# data\n",
    "y1 = [1,0,1,1,2,4,3,4,4,5,6,5,4,3,3,1,1,1,1,1]\n",
    "y2 = [1,0,3,1,2,2,3,4,3,2,1,2,1,1,1,1,1,1,1,1]\n",
    "x = range(0,20) \n",
    "\n",
    "# 绘制图形 \n",
    "plt.figure(figsize=(16.18, 10),dpi=80)  \n",
    "plt.plot(x,y1,color = 'red',label = \"y1\",zorder=10) \n",
    "plt.plot(x,y2,color = 'blue' ,label = \"y2\",zorder=110)\n",
    "\n",
    "# x轴 \n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "#my_font = font_manager.FontProperties(fname='/System/Library/Fonts/PingFang.ttc') \n",
    "plt.xticks(x,xtick_labels,rotation = 45)\n",
    "\n",
    "# 绘制网格 \n",
    "plt.grid(alpha = 0.4)\n",
    "\n",
    "# 图例 \n",
    "# loc upper  center   lower    left  center right\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "# 4.显示 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多个子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "\n",
    "fig = plt.figure(figsize=(16.18,10),dpi=80) \n",
    "# 三张图 \n",
    "x = range(1,101) \n",
    "y1 = x\n",
    "y2 = [i*2 for i in x]\n",
    "y3 = [i**2 for i in x]\n",
    "\n",
    "# plt.add_subplot 增加子图\n",
    "# (x轴分几份, y轴分几份, 序号)\n",
    "ax1 = fig.add_subplot(2,2,1)  # 画布分成4份\n",
    "ax1.plot(x,y1)\n",
    "\n",
    "ax2 = fig.add_subplot(2,2,2)\n",
    "ax2.plot(x,y2)\n",
    "ax2.grid()  # 加网格\n",
    "\n",
    "ax3 = fig.add_subplot(2,2,4)\n",
    "ax3.plot(x,y3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 双轴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "t = np.arange(0.01, 10.0, 0.01)\n",
    "data1 = np.exp(t)\n",
    "data2 = np.sin(2 * np.pi * t)\n",
    "\n",
    "\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "# ax1是主轴（左轴）\n",
    "color = 'tab:red'\n",
    "ax1.set_xlabel('time (s)')\n",
    "ax1.set_ylabel('exp', color=color)\n",
    "ax1.plot(t, data1, color=color)\n",
    "ax1.tick_params(axis='y', labelcolor=color) # 设置 y轴label的颜色 \n",
    "\n",
    "ax2 = ax1.twinx() # 共享 x 轴的第二个轴 ，刻度在右侧\n",
    "\n",
    "color = 'tab:blue'\n",
    "ax2.set_ylabel('sin', color=color)\n",
    "ax2.plot(t, data2, color=color)\n",
    "ax2.tick_params(axis='y', labelcolor=color)\n",
    "\n",
    "fig.tight_layout()  # 自动调整子图参数\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    " \n",
    "plt.rcParams['font.sans-serif']=['SimHei']#用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False#用来正常显示负号\n",
    " \n",
    "if __name__ == '__main__':\n",
    "    X=[\"2019-01\", \"2019-02\", \"2019-03\", \"2019-04\", \"2019-05\", \"2019-06\", \"2019-07\", \"2019-08\", \"2019-09\", \"2019-10\", \"2019-11\", \"2019-12\"]\n",
    "    Y1=np.random.randint(500,1000,12)\n",
    "    Y2=[None]\n",
    "    for i in range(1,len(Y1)):\n",
    "        Y2.append((Y1[i]-Y1[i-1])/Y1[i-1])\n",
    " \n",
    "    fig, ax1 = plt.subplots()\n",
    "    plt.xticks(rotation=45)\n",
    " \n",
    "    ax1.bar(X, Y1, color=\"blue\", alpha=0.5, label=\"出货量\")\n",
    "    ax1.set_xlabel(\"月份\")\n",
    "    ax1.set_ylabel(\"出货量(吨)\")\n",
    " \n",
    "    ax2 = ax1.twinx()\n",
    "    ax2.plot(X, Y2, color=\"red\", label=\"环比增长\")\n",
    "    ax2.set_ylabel(\"环比增长\")\n",
    " \n",
    "    fig.legend(loc=\"upper right\", bbox_to_anchor=(1, 1), bbox_transform=ax1.transAxes)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置轴的范围\n",
    "\n",
    "- `plt.xlim`, `plt.ylim`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x217891e5250>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  \n",
    "import numpy as np  \n",
    "x = np.arange(-10,11,1)  \n",
    "y = x ** 2 \n",
    "plt.plot(x,y)\n",
    "\n",
    "# plt.xlim([-5,10]) \n",
    "# plt.xlim(xmin=4)\n",
    "# plt.xlim(xmax=7) \n",
    "\n",
    "# plt.ylim([0,50]) \n",
    "# plt.ylim(ymin=0)\n",
    "# plt.ylim(ymax = 120)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设定边框和轴\n",
    "\n",
    "- 边框颜色、轴的位置和颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  \n",
    "import numpy as np   \n",
    "\n",
    "x = range(-3,4,1) \n",
    "y = range(0,14,2) \n",
    "# print(x)\n",
    "# for i in y:\n",
    "#     print(i) \n",
    "\n",
    "# 获取当前图表图像 \n",
    "ax = plt.gca() \n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')    \n",
    "ax.spines['left'].set_color('blue')    \n",
    "ax.spines['bottom'].set_color('red')    \n",
    "\n",
    "# 0点重合  \n",
    "ax.spines['bottom'].set_position(('data',0)) \n",
    "ax.spines['left'].set_position(('data',0))  \n",
    "plt.plot(x,y)   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "\n",
    "\n",
    "x = range(1,32) \n",
    "y = [11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23] \n",
    "\n",
    "# 3.绘图 \n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.scatter(x,y) \n",
    "\n",
    "# 中文 \n",
    "# 设置字体样式\n",
    "plt.rcParams['font.family'] = ['sans-serif'] \n",
    "plt.rcParams['font.sans-serif'] = 'Arial Unicode MS' \n",
    "plt.rcParams['font.size'] = '16'\n",
    "# plt.rcParams['font.stretch'] = 'normal'\n",
    "# plt.rcParams['font.style'] = 'normal'\n",
    "# plt.rcParams['font.variant'] = 'normal'\n",
    "# plt.rcParams['font.weight'] = 'normal'\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format(i) for i in x] \n",
    "\n",
    "plt.xticks(x[::3],_xticks_labels[::3],rotation=45)\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('温度')\n",
    "\n",
    "\n",
    "# 4.显示 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "\n",
    "import matplotlib\n",
    "# 设置中文显示\n",
    "matplotlib.rc(\"font\",family='FangSong')\n",
    "# 消除更换为unicode字体之后0、负数之类的显示异常。\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没','新喜剧之王']\n",
    "b = ['38.13','19.85','14.89','11.36','6.47','5.93'] \n",
    "\n",
    "# 3.绘图\n",
    "plt.figure(figsize=(16.18, 10),dpi=80) \n",
    "# # 中文字体\n",
    "# plt.rcParams['font.family'] = ['sans-serif'] \n",
    "# plt.rcParams['font.sans-serif'] = 'Arial Unicode MS'  \n",
    "# 绘制条形图,先准备每一个条形\n",
    "# (x轴刻度, height条形高度,width条形宽度, 颜色)\n",
    "reacts = plt.bar(range(len(a)),[float(i) for i in b],width=0.3,color = ['r','g','b'])\n",
    "plt.xticks(range(len(a)),a, rotation  = 45)\n",
    "\n",
    "for rect in reacts: \n",
    "    height = rect.get_height() \n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.3,str(height),ha='center')\n",
    "# 4.显示 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 横向条形图\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没','新喜剧之王']\n",
    "b = ['38.13','19.85','14.89','11.36','6.47','5.93'] \n",
    "\n",
    "plt.figure(figsize=(16.18, 10),dpi=80) \n",
    "  \n",
    "# 绘制条形图,先准备每一个条形\n",
    "# (x轴刻度, height条形高度,width条形宽度, 颜色)\n",
    "reacts = plt.barh(range(len(a)),[float(i) for i in b],height=0.3,color = ['r','g','b'])\n",
    "plt.yticks(range(len(a)),a)\n",
    "\n",
    "for rect in reacts: \n",
    "    width = rect.get_width()\n",
    "    plt.text(width+1,rect.get_y()+0.3/2,str(width),ha='center')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 并列条形图\n",
    "\n",
    "index = np.arange(0,4)\n",
    "BJ = [51,55,53,60] \n",
    "SZ = [44,66,55,41] \n",
    "plt.bar(index,BJ,width=0.3)\n",
    "plt.xticks(index+0.3/2,index)\n",
    "plt.bar(index+0.3,SZ,width=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "index = np.arange(0,4)\n",
    "BJ = [51,55,53,60] \n",
    "SZ = [44,66,55,41] \n",
    "plt.bar(index,BJ,width=0.3)\n",
    "# plt.xticks(index+0.3/2,index)\n",
    "# plt.bar(index+0.3,SH,width=0.3) \n",
    "\n",
    "plt.bar(index,SZ,bottom=BJ,width=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "# 2. 准备数据\n",
    "time = [131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, \n",
    "        136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, \n",
    "        105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, \n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, \n",
    "        111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, \n",
    "        141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, \n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, \n",
    "        117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, \n",
    "        111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 3.绘图\n",
    "# 3.1 画布\n",
    "plt.figure(figsize=(16.18,10),dpi=80) \n",
    "# 3.2 设置组距 \n",
    "distance = 2 \n",
    "# 3.3 设置组数 \n",
    "group_num = int((max(time)-min(time))/distance)\n",
    "# 3.4 绘制\n",
    "# 数据, bins 组\n",
    "plt.hist(time,bins=group_num)\n",
    "plt.xticks(range(min(time),max(time))[::2])\n",
    "plt.grid(alpha = 0.5)\n",
    "# my_font = font_manager.FontProperties(fname='/System/Library/Fonts/PingFang.ttc')\n",
    "# plt.xlabel(\"电影时长\",fontproperties=my_font)\n",
    "# 4.显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<built-in method index of list object at 0x000002C4ABA93E80>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1294.4x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "from matplotlib import font_manager \n",
    "\n",
    "\n",
    "# 饼图各部分名字\n",
    "label_list = ['第一部分','第二部分','第三部分'] \n",
    "# 饼图各部分大小 \n",
    "size = [55,35,100] \n",
    "# 饼图各部分颜色\n",
    "color = [\"red\",\"green\",\"blue\"] \n",
    "# 饼图各部分突出\n",
    "explode = [0,0,0.05] \n",
    "\n",
    "plt.figure(figsize=(16.18, 10),dpi=80) \n",
    "\n",
    "pathes, l_text, p_text = plt.pie(\n",
    "    size,\n",
    "    labels= label_list,\n",
    "    colors= color,\n",
    "    explode = explode,\n",
    "    labeldistance= 1.1,\n",
    "    autopct = \"%1.1f%%\", # 扇形中的数据 \n",
    "    pctdistance = 0.5,   # 扇形中数据距离圆心的距离 \n",
    "    shadow= False,\n",
    "    startangle = 0\n",
    ")\n",
    "\n",
    "# 扇形实例 \n",
    "print(pathes.index)\n",
    "for i in pathes:\n",
    "#     print(i.index)    \n",
    "    if i == 0:\n",
    "        i.set_color('orange')\n",
    "        print(i)\n",
    "        break\n",
    "\n",
    "# l_text 标签\n",
    "for l in l_text:\n",
    "#     l.set_fontproperties(my_font) \n",
    "    l.set_size(18)\n",
    "# p_text \n",
    "for t in p_text:\n",
    "    t.set_size(18)\n",
    "# 4.显示 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# df.plot()\n",
    "\n",
    "- https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
